Within-Session Motor Imagery on Shin2017A MOABB

Metric: training time (s) (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	training time (s)▼	Extra Data	Paper	Date↕	Code
1	EEGTCNet	118.47680619540229	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	EEGNeX	88.2030973908046	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	ShallowConvNet	73.86500129885057	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	EEGNet-8,2	53.113962264367814	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	EEGITNet	47.200400390804596	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	DeepConvNet	28.097837931034483	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	ACM + TS + SVM	18.935673712643677	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	FgMDM	12.416171135632183	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	CSP + SVM	9.313418644827586	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	TS + EL	7.833182418390805	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	LogVar + SVM	7.829565021494252	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	LogVar + LDA	7.392233189712644	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	TS + SVM	7.287723882183908	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	MDM	6.130959453310345	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	CSP + LDA	6.032976467126437	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	DLCSPauto + shLDA	5.865132493643678	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	TRCSP + LDA	5.785437376344828	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	TS + LR	4.086728204942529	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	FBCSP + SVM	0.29933049333333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1EEGTCNetSOTA
118.47680619540229
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2EEGNeX
88.2030973908046
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3ShallowConvNet
73.86500129885057
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4EEGNet-8,2
53.113962264367814
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5EEGITNet
47.200400390804596
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6DeepConvNet
28.097837931034483
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7ACM + TS + SVM
18.935673712643677
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8FgMDM
12.416171135632183
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9CSP + SVM
9.313418644827586
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10TS + EL
7.833182418390805
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11LogVar + SVM
7.829565021494252
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12LogVar + LDA
7.392233189712644
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13TS + SVM
7.287723882183908
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14MDM
6.130959453310345
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15CSP + LDA
6.032976467126437
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16DLCSPauto + shLDA
5.865132493643678
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17TRCSP + LDA
5.785437376344828
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18TS + LR
4.086728204942529
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19FBCSP + SVM
0.29933049333333334
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code